This study is a phase I, open-label, dose escalation trial to determine the maximum tolerated dose (MTD) of a new drug BI 836845 which blocks the insulin growth factor (IGF) pathway believed to be involved in cancer growth. BI 836845 will be administered for the very first time into cancer patients.